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Keyword

XCS

Description: XCS is a learning classifier system that evolves rules using reinforcement learning and accuracy-based fitness, commonly studied in computational intelligence.
OpenAlex ID: keywords/xcs
Classifier Fitness Based on Accuracy
1995 · Stewart W. Wilson · Evolutionary Computation · 1,389
An algorithmic description of XCS
2002 · M. V. Butz, S. W. Wilson · Soft Computing · 496
Get Real! XCS with Continuous-Valued Inputs
2000 · Stewart W. Wilson · Lecture notes in computer science · 371
Accuracy-Based Learning Classifier Systems: Models, Analysis and Applications to Classification Tasks
2003 · Ester Bernadó-Mansilla, Josep M. Garrell-Guiu · Evolutionary Computation · 357
Toward a Theory of Generalization and Learning in XCS
2004 · M.V. Butz, T. Kovacs, et al. · IEEE Transactions on Evolutionary Computation · 236
An Algorithmic Description of XCS
2001 · Martin V. Butz, Stewart W. Wilson · Lecture notes in computer science · 209
Mining Oblique Data with XCS
2001 · Stewart W. Wilson · Lecture notes in computer science · 182
For Real! XCS with Continuous-Valued Inputs
2003 · Christopher Stone, Larry Bull · Evolutionary Computation · 152
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Functional characterization of the Xcs and Xps type II secretion systems from the plant pathogenic bacterium Xanthomonas campestris pv vesicatoria
2010 · Robert Szczesny, Matthias Jordan, et al. · New Phytologist · 138
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Rule-Based Evolutionary Online Learning Systems : A Principled Approach to LCS Analysis and Design
2006 · Butz, Martin V. · 130
Analysis and Improvement of Fitness Exploitation in XCS: Bounding Models, Tournament Selection, and Bilateral Accuracy
2003 · Martin V. Butz, David E. Goldberg, et al. · Evolutionary Computation · 116
XCS and GALE: A Comparative Study of Two Learning Classifier Systems on Data Mining
2002 · Ester Bernadó, Xavier Llorà, et al. · Lecture notes in computer science · 107
Efficient resource management and workload allocation in fog–cloud computing paradigm in IoT using learning classifier systems
2020 · Mahdi Abbasi, Mina Yaghoobikia, et al. · Computer Communications · 99
Gradient Descent Methods in Learning Classifier Systems: Improving XCS Performance in Multistep Problems
2005 · M.V. Butz, D.E. Goldberg, et al. · IEEE Transactions on Evolutionary Computation · 96
Toward Optimal Classifier System Performance in Non-Markov Environments
2000 · Pier Luca Lanzi, Stewart W. Wilson · Evolutionary Computation · 96
Fuzzy-XCS: A Michigan Genetic Fuzzy System
2007 · Jorge Casillas, Brian Carse, et al. · IEEE Transactions on Fuzzy Systems · 84
Data Mining in Learning Classifier Systems: Comparing XCS with GAssist
2007 · Jaume Bacardit, Martin V. Butz · Springer eBooks · 80
Learning classifier systems from a reinforcement learning perspective
2002 · P. L. Lanzi · Soft Computing · 79
An Algorithmic Description of XCS
2001 · Martin V. Butz, Wolfgang Stolzmann · 78
Accuracy-based neuro and neuro-fuzzy classifier systems
2002 · Larry Bull, Toby O’Hara · 76
State of XCS Classifier System Research
2000 · Stewart W. Wilson · Lecture notes in computer science · 68
Managing team-based problem solving with symbiotic bid-based genetic programming
2008 · Peter Lichodzijewski, Malcolm I. Heywood · Genetic and Evolutionary Computation Conference (GECCO) · 67
A Study of the Generalization Capabilities of XCS
1997 · Pier Luca Lanzi · 65
How XCS evolves accurate classifiers
2001 · Martin V. Butz, Tim Kovacs, et al. · 64
Deletion schemes for classifier systems
1999 · Tim Kovacs · Bristol Research (University of Bristol) · 64
Works count: 604
Citation count: 8,733
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